Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 5453 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.0 MiB |
| Average record size in memory | 201.0 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 19 |
| Categorical | 4 |
| Boolean | 1 |
age is highly overall correlated with segmento_edad | High correlation |
annual_income is highly overall correlated with monthly_inhand_salary and 3 other fields | High correlation |
monthly_inhand_salary is highly overall correlated with annual_income and 3 other fields | High correlation |
num_bank_accounts is highly overall correlated with interest_rate and 4 other fields | High correlation |
interest_rate is highly overall correlated with num_bank_accounts and 7 other fields | High correlation |
num_of_loan is highly overall correlated with interest_rate and 7 other fields | High correlation |
delay_from_due_date is highly overall correlated with num_bank_accounts and 4 other fields | High correlation |
num_of_delayed_payment is highly overall correlated with num_bank_accounts and 3 other fields | High correlation |
changed_credit_limit is highly overall correlated with payment_of_min_amount | High correlation |
num_credit_inquiries is highly overall correlated with interest_rate and 5 other fields | High correlation |
outstanding_debt is highly overall correlated with num_bank_accounts and 7 other fields | High correlation |
credit_history_age is highly overall correlated with interest_rate and 6 other fields | High correlation |
total_emi_per_month is highly overall correlated with num_of_loan and 1 other fields | High correlation |
amount_invested_monthly is highly overall correlated with annual_income and 1 other fields | High correlation |
monthly_balance is highly overall correlated with annual_income and 2 other fields | High correlation |
prop_deuda_sueldo_anual is highly overall correlated with annual_income and 7 other fields | High correlation |
prop_emi_sueldo is highly overall correlated with num_of_loan and 2 other fields | High correlation |
payment_of_min_amount is highly overall correlated with num_bank_accounts and 7 other fields | High correlation |
segmento_edad is highly overall correlated with age | High correlation |
customer_id has unique values | Unique |
credit_utilization_ratio has unique values | Unique |
prop_deuda_sueldo_anual has unique values | Unique |
num_bank_accounts has 234 (4.3%) zeros | Zeros |
num_of_loan has 631 (11.6%) zeros | Zeros |
delay_from_due_date has 71 (1.3%) zeros | Zeros |
num_of_delayed_payment has 81 (1.5%) zeros | Zeros |
changed_credit_limit has 103 (1.9%) zeros | Zeros |
num_credit_inquiries has 231 (4.2%) zeros | Zeros |
total_emi_per_month has 588 (10.8%) zeros | Zeros |
monthly_balance has 172 (3.2%) zeros | Zeros |
prop_emi_sueldo has 588 (10.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-19 22:17:11.056107 |
|---|---|
| Analysis finished | 2023-07-19 22:18:10.206513 |
| Duration | 59.15 seconds |
| Software version | ydata-profiling vv4.3.1 |
| Download configuration | config.json |
customer_id
Text
UNIQUE
| Distinct | 5453 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.2 KiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9391161 |
| Min length | 9 |
Characters and Unicode
| Total characters | 54198 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5453 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | CUS_0x21b1 |
|---|---|
| 2nd row | CUS_0x284a |
| 3rd row | CUS_0x5407 |
| 4th row | CUS_0x4157 |
| 5th row | CUS_0x3e45 |
| Value | Count | Frequency (%) |
| cus_0x21b1 | 1 | < 0.1% |
| cus_0x4100 | 1 | < 0.1% |
| cus_0x5407 | 1 | < 0.1% |
| cus_0x4157 | 1 | < 0.1% |
| cus_0x3e45 | 1 | < 0.1% |
| cus_0xff4 | 1 | < 0.1% |
| cus_0x33d2 | 1 | < 0.1% |
| cus_0x6070 | 1 | < 0.1% |
| cus_0xfdb | 1 | < 0.1% |
| cus_0x3553 | 1 | < 0.1% |
| Other values (5443) | 5443 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6426 | |
| C | 5453 | 10.1% |
| S | 5453 | 10.1% |
| _ | 5453 | 10.1% |
| x | 5453 | 10.1% |
| U | 5453 | 10.1% |
| 4 | 1550 | 2.9% |
| 8 | 1498 | 2.8% |
| 1 | 1488 | 2.7% |
| 7 | 1481 | 2.7% |
| Other values (11) | 14490 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19729 | |
| Uppercase Letter | 16359 | |
| Lowercase Letter | 12657 | |
| Connector Punctuation | 5453 | 10.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6426 | |
| 4 | 1550 | 7.9% |
| 8 | 1498 | 7.6% |
| 1 | 1488 | 7.5% |
| 7 | 1481 | 7.5% |
| 2 | 1472 | 7.5% |
| 5 | 1469 | 7.4% |
| 9 | 1460 | 7.4% |
| 6 | 1452 | 7.4% |
| 3 | 1433 | 7.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 5453 | |
| a | 1479 | 11.7% |
| b | 1418 | 11.2% |
| c | 1226 | 9.7% |
| e | 1063 | 8.4% |
| d | 1030 | 8.1% |
| f | 988 | 7.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 5453 | |
| S | 5453 | |
| U | 5453 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 5453 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29016 | |
| Common | 25182 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6426 | |
| _ | 5453 | |
| 4 | 1550 | 6.2% |
| 8 | 1498 | 5.9% |
| 1 | 1488 | 5.9% |
| 7 | 1481 | 5.9% |
| 2 | 1472 | 5.8% |
| 5 | 1469 | 5.8% |
| 9 | 1460 | 5.8% |
| 6 | 1452 | 5.8% |
Latin
| Value | Count | Frequency (%) |
| C | 5453 | |
| S | 5453 | |
| x | 5453 | |
| U | 5453 | |
| a | 1479 | 5.1% |
| b | 1418 | 4.9% |
| c | 1226 | 4.2% |
| e | 1063 | 3.7% |
| d | 1030 | 3.5% |
| f | 988 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54198 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6426 | |
| C | 5453 | 10.1% |
| S | 5453 | 10.1% |
| _ | 5453 | 10.1% |
| x | 5453 | 10.1% |
| U | 5453 | 10.1% |
| 4 | 1550 | 2.9% |
| 8 | 1498 | 2.8% |
| 1 | 1488 | 2.7% |
| 7 | 1481 | 2.7% |
| Other values (11) | 14490 |
age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.522281 |
| Minimum | 14 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 25 |
| median | 33 |
| Q3 | 42 |
| 95-th percentile | 52 |
| Maximum | 56 |
| Range | 42 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 10.765548 |
|---|---|
| Coefficient of variation (CV) | 0.32114604 |
| Kurtosis | -0.94367862 |
| Mean | 33.522281 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.15841301 |
| Sum | 182797 |
| Variance | 115.89702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 26 | 186 | 3.4% |
| 35 | 179 | 3.3% |
| 43 | 173 | 3.2% |
| 25 | 171 | 3.1% |
| 28 | 166 | 3.0% |
| 19 | 165 | 3.0% |
| 32 | 165 | 3.0% |
| 44 | 164 | 3.0% |
| 20 | 164 | 3.0% |
| 24 | 162 | 3.0% |
| Other values (33) | 3758 |
| Value | Count | Frequency (%) |
| 14 | 39 | 0.7% |
| 15 | 86 | |
| 16 | 96 | |
| 17 | 73 | |
| 18 | 109 | |
| 19 | 165 | |
| 20 | 164 | |
| 21 | 162 | |
| 22 | 141 | |
| 23 | 141 |
| Value | Count | Frequency (%) |
| 56 | 35 | |
| 55 | 84 | |
| 54 | 71 | |
| 53 | 67 | |
| 52 | 72 | |
| 51 | 64 | |
| 50 | 85 | |
| 49 | 63 | |
| 48 | 66 | |
| 47 | 83 |
occupation
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.2 KiB |
| Lawyer | |
|---|---|
| Journalist | |
| Mechanic | 355 |
| Accountant | 354 |
| _______ | 354 |
| Other values (11) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.4384742 |
| Min length | 6 |
Characters and Unicode
| Total characters | 46015 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Teacher |
|---|---|
| 2nd row | Lawyer |
| 3rd row | Media_Manager |
| 4th row | Doctor |
| 5th row | Entrepreneur |
Common Values
| Value | Count | Frequency (%) |
| Lawyer | 369 | 6.8% |
| Journalist | 367 | 6.7% |
| Mechanic | 355 | 6.5% |
| Accountant | 354 | 6.5% |
| _______ | 354 | 6.5% |
| Architect | 353 | 6.5% |
| Doctor | 348 | 6.4% |
| Entrepreneur | 345 | 6.3% |
| Scientist | 343 | 6.3% |
| Engineer | 336 | 6.2% |
| Other values (6) | 1929 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| lawyer | 369 | 6.8% |
| journalist | 367 | 6.7% |
| mechanic | 355 | 6.5% |
| accountant | 354 | 6.5% |
| 354 | 6.5% | |
| architect | 353 | 6.5% |
| doctor | 348 | 6.4% |
| entrepreneur | 345 | 6.3% |
| scientist | 343 | 6.3% |
| engineer | 336 | 6.2% |
| Other values (6) | 1929 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6047 | |
| r | 4755 | |
| n | 4087 | 8.9% |
| a | 3700 | 8.0% |
| t | 3486 | 7.6% |
| c | 3454 | 7.5% |
| i | 3367 | 7.3% |
| _ | 2806 | 6.1% |
| o | 1737 | 3.8% |
| M | 1635 | 3.6% |
| Other values (18) | 10941 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 37782 | |
| Uppercase Letter | 5427 | 11.8% |
| Connector Punctuation | 2806 | 6.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6047 | |
| r | 4755 | |
| n | 4087 | |
| a | 3700 | |
| t | 3486 | |
| c | 3454 | |
| i | 3367 | |
| o | 1737 | 4.6% |
| u | 1374 | 3.6% |
| h | 1039 | 2.7% |
| Other values (8) | 4736 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1635 | |
| A | 707 | |
| E | 681 | |
| D | 668 | |
| L | 369 | 6.8% |
| J | 367 | 6.8% |
| S | 343 | 6.3% |
| T | 331 | 6.1% |
| W | 326 | 6.0% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2806 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43209 | |
| Common | 2806 | 6.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6047 | |
| r | 4755 | |
| n | 4087 | |
| a | 3700 | 8.6% |
| t | 3486 | 8.1% |
| c | 3454 | 8.0% |
| i | 3367 | 7.8% |
| o | 1737 | 4.0% |
| M | 1635 | 3.8% |
| u | 1374 | 3.2% |
| Other values (17) | 9567 |
Common
| Value | Count | Frequency (%) |
| _ | 2806 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 46015 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6047 | |
| r | 4755 | |
| n | 4087 | 8.9% |
| a | 3700 | 8.0% |
| t | 3486 | 7.6% |
| c | 3454 | 7.5% |
| i | 3367 | 7.3% |
| _ | 2806 | 6.1% |
| o | 1737 | 3.8% |
| M | 1635 | 3.6% |
| Other values (18) | 10941 |
annual_income
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5450 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178219.49 |
| Minimum | 7019.435 |
|---|---|
| Maximum | 23834698 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 7019.435 |
|---|---|
| 5-th percentile | 9676.031 |
| Q1 | 19092.79 |
| median | 36941.92 |
| Q3 | 73623.22 |
| 95-th percentile | 135881.39 |
| Maximum | 23834698 |
| Range | 23827679 |
| Interquartile range (IQR) | 54530.43 |
Descriptive statistics
| Standard deviation | 1412434 |
|---|---|
| Coefficient of variation (CV) | 7.9252499 |
| Kurtosis | 151.77212 |
| Mean | 178219.49 |
| Median Absolute Deviation (MAD) | 21254.48 |
| Skewness | 12.037697 |
| Sum | 9.7183089 × 108 |
| Variance | 1.9949699 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 95596.35 | 2 | < 0.1% |
| 9141.63 | 2 | < 0.1% |
| 22434.16 | 2 | < 0.1% |
| 34847.84 | 1 | < 0.1% |
| 59375.22 | 1 | < 0.1% |
| 33181.3 | 1 | < 0.1% |
| 79630.14 | 1 | < 0.1% |
| 16596.385 | 1 | < 0.1% |
| 8139.495 | 1 | < 0.1% |
| 17645.66 | 1 | < 0.1% |
| Other values (5440) | 5440 |
| Value | Count | Frequency (%) |
| 7019.435 | 1 | |
| 7020.545 | 1 | |
| 7021.91 | 1 | |
| 7023.16 | 1 | |
| 7056.405 | 1 | |
| 7059.455 | 1 | |
| 7079.32 | 1 | |
| 7087.24 | 1 | |
| 7087.38 | 1 | |
| 7097.015 | 1 |
| Value | Count | Frequency (%) |
| 23834698 | 1 | |
| 22225113 | 1 | |
| 21964843 | 1 | |
| 21752116 | 1 | |
| 21001046 | 1 | |
| 20501034 | 1 | |
| 20441835 | 1 | |
| 19768015 | 1 | |
| 19473209 | 1 | |
| 18884777 | 1 |
monthly_inhand_salary
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5451 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4188.661 |
| Minimum | 319.55625 |
|---|---|
| Maximum | 15167.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 319.55625 |
|---|---|
| 5-th percentile | 822.55645 |
| Q1 | 1600.8342 |
| median | 3059.78 |
| Q3 | 6020.7267 |
| 95-th percentile | 10845.489 |
| Maximum | 15167.18 |
| Range | 14847.624 |
| Interquartile range (IQR) | 4419.8925 |
Descriptive statistics
| Standard deviation | 3227.2326 |
|---|---|
| Coefficient of variation (CV) | 0.7704688 |
| Kurtosis | 0.6238909 |
| Mean | 4188.661 |
| Median Absolute Deviation (MAD) | 1759.6404 |
| Skewness | 1.1351174 |
| Sum | 22840768 |
| Variance | 10415030 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2295.058333 | 2 | < 0.1% |
| 6769.13 | 2 | < 0.1% |
| 3037.986667 | 1 | < 0.1% |
| 2391.618333 | 1 | < 0.1% |
| 2363.591667 | 1 | < 0.1% |
| 14929.54 | 1 | < 0.1% |
| 2739.108333 | 1 | < 0.1% |
| 6689.845 | 1 | < 0.1% |
| 1659.032083 | 1 | < 0.1% |
| 391.29125 | 1 | < 0.1% |
| Other values (5441) | 5441 |
| Value | Count | Frequency (%) |
| 319.55625 | 1 | |
| 357.2558333 | 1 | |
| 361.6033333 | 1 | |
| 368.3741667 | 1 | |
| 380.6491667 | 1 | |
| 382.7016667 | 1 | |
| 391.0533333 | 1 | |
| 391.29125 | 1 | |
| 391.89 | 1 | |
| 403.2541667 | 1 |
| Value | Count | Frequency (%) |
| 15167.18 | 1 | |
| 15136.69667 | 1 | |
| 15115.19 | 1 | |
| 15091.08667 | 1 | |
| 15090.07667 | 1 | |
| 14978.33667 | 1 | |
| 14929.54 | 1 | |
| 14880.38333 | 1 | |
| 14867.81333 | 1 | |
| 14866.44667 | 1 |
num_bank_accounts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.396479 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 234 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.5949614 |
|---|---|
| Coefficient of variation (CV) | 0.48086195 |
| Kurtosis | -0.67964437 |
| Mean | 5.396479 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.19419066 |
| Sum | 29427 |
| Variance | 6.7338247 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 727 | |
| 8 | 708 | |
| 7 | 695 | |
| 5 | 684 | |
| 4 | 684 | |
| 3 | 624 | |
| 9 | 305 | |
| 10 | 303 | |
| 1 | 254 | 4.7% |
| 2 | 234 | 4.3% |
| Other values (2) | 235 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 234 | 4.3% |
| 1 | 254 | 4.7% |
| 2 | 234 | 4.3% |
| 3 | 624 | |
| 4 | 684 | |
| 5 | 684 | |
| 6 | 727 | |
| 7 | 695 | |
| 8 | 708 | |
| 9 | 305 |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 10 | 303 | |
| 9 | 305 | |
| 8 | 708 | |
| 7 | 695 | |
| 6 | 727 | |
| 5 | 684 | |
| 4 | 684 | |
| 3 | 624 | |
| 2 | 234 | 4.3% |
num_credit_card
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5640932 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.0826137 |
|---|---|
| Coefficient of variation (CV) | 0.37429526 |
| Kurtosis | -0.34082037 |
| Mean | 5.5640932 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.23011013 |
| Sum | 30341 |
| Variance | 4.3372798 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 5 | 1011 | |
| 6 | 924 | |
| 7 | 918 | |
| 4 | 806 | |
| 3 | 715 | |
| 10 | 289 | 5.3% |
| 8 | 286 | 5.2% |
| 9 | 265 | 4.9% |
| 1 | 119 | 2.2% |
| 2 | 116 | 2.1% |
| Other values (2) | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 119 | 2.2% |
| 2 | 116 | 2.1% |
| 3 | 715 | |
| 4 | 806 | |
| 5 | 1011 | |
| 6 | 924 | |
| 7 | 918 | |
| 8 | 286 | 5.2% |
| 9 | 265 | 4.9% |
| Value | Count | Frequency (%) |
| 11 | 3 | 0.1% |
| 10 | 289 | 5.3% |
| 9 | 265 | 4.9% |
| 8 | 286 | 5.2% |
| 7 | 918 | |
| 6 | 924 | |
| 5 | 1011 | |
| 4 | 806 | |
| 3 | 715 | |
| 2 | 116 | 2.1% |
interest_rate
Real number (ℝ)
HIGH CORRELATION
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.512379 |
| Minimum | 1 |
|---|---|
| Maximum | 498 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 498 |
| Range | 497 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 20.513915 |
|---|---|
| Coefficient of variation (CV) | 1.3224223 |
| Kurtosis | 321.94352 |
| Mean | 15.512379 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 15.919623 |
| Sum | 84589 |
| Variance | 420.82069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 284 | 5.2% |
| 6 | 273 | 5.0% |
| 8 | 256 | 4.7% |
| 9 | 252 | 4.6% |
| 12 | 245 | 4.5% |
| 10 | 237 | 4.3% |
| 7 | 229 | 4.2% |
| 11 | 228 | 4.2% |
| 17 | 226 | 4.1% |
| 15 | 218 | 4.0% |
| Other values (40) | 3005 |
| Value | Count | Frequency (%) |
| 1 | 155 | |
| 2 | 128 | |
| 3 | 174 | |
| 4 | 149 | |
| 5 | 284 | |
| 6 | 273 | |
| 7 | 229 | |
| 8 | 256 | |
| 9 | 252 | |
| 10 | 237 |
| Value | Count | Frequency (%) |
| 498 | 2 | |
| 482 | 1 | |
| 450 | 1 | |
| 443 | 1 | |
| 422 | 1 | |
| 377 | 1 | |
| 356 | 1 | |
| 332 | 1 | |
| 328 | 1 | |
| 288 | 1 |
num_of_loan
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5554741 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 631 |
| Zeros (%) | 11.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4645866 |
|---|---|
| Coefficient of variation (CV) | 0.69318088 |
| Kurtosis | -0.65844018 |
| Mean | 3.5554741 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.42435382 |
| Sum | 19388 |
| Variance | 6.0741873 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 3 | 840 | |
| 2 | 839 | |
| 4 | 828 | |
| 0 | 631 | |
| 1 | 607 | |
| 6 | 463 | |
| 7 | 427 | |
| 5 | 418 | |
| 9 | 214 | 3.9% |
| 8 | 186 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 607 | |
| 2 | 839 | |
| 3 | 840 | |
| 4 | 828 | |
| 5 | 418 | |
| 6 | 463 | |
| 7 | 427 | |
| 8 | 186 | 3.4% |
| 9 | 214 | 3.9% |
| Value | Count | Frequency (%) |
| 9 | 214 | 3.9% |
| 8 | 186 | 3.4% |
| 7 | 427 | |
| 6 | 463 | |
| 5 | 418 | |
| 4 | 828 | |
| 3 | 840 | |
| 2 | 839 | |
| 1 | 607 | |
| 0 | 631 |
delay_from_due_date
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 72 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.214194 |
| Minimum | -5 |
|---|---|
| Maximum | 67 |
| Zeros | 71 |
| Zeros (%) | 1.3% |
| Negative | 41 |
| Negative (%) | 0.8% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | -5 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 54 |
| Maximum | 67 |
| Range | 72 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 15.039273 |
|---|---|
| Coefficient of variation (CV) | 0.708925 |
| Kurtosis | 0.33448695 |
| Mean | 21.214194 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.96809751 |
| Sum | 115681 |
| Variance | 226.17972 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 206 | 3.8% |
| 14 | 198 | 3.6% |
| 7 | 190 | 3.5% |
| 15 | 186 | 3.4% |
| 10 | 174 | 3.2% |
| 8 | 168 | 3.1% |
| 6 | 165 | 3.0% |
| 11 | 165 | 3.0% |
| 16 | 164 | 3.0% |
| 9 | 164 | 3.0% |
| Other values (62) | 3673 |
| Value | Count | Frequency (%) |
| -5 | 3 | 0.1% |
| -4 | 5 | 0.1% |
| -3 | 11 | 0.2% |
| -2 | 4 | 0.1% |
| -1 | 18 | 0.3% |
| 0 | 71 | |
| 1 | 69 | |
| 2 | 68 | |
| 3 | 82 | |
| 4 | 109 |
| Value | Count | Frequency (%) |
| 67 | 1 | < 0.1% |
| 66 | 3 | 0.1% |
| 65 | 7 | 0.1% |
| 63 | 3 | 0.1% |
| 62 | 28 | |
| 61 | 37 | |
| 60 | 36 | |
| 59 | 29 | |
| 58 | 26 | |
| 57 | 32 |
num_of_delayed_payment
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.48212 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 81 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 23 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.2077553 |
|---|---|
| Coefficient of variation (CV) | 0.46044356 |
| Kurtosis | -0.65396067 |
| Mean | 13.48212 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.19469995 |
| Sum | 73518 |
| Variance | 38.536226 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 17 | 329 | 6.0% |
| 15 | 326 | 6.0% |
| 16 | 324 | 5.9% |
| 18 | 324 | 5.9% |
| 19 | 319 | 5.8% |
| 20 | 309 | 5.7% |
| 8 | 296 | 5.4% |
| 12 | 294 | 5.4% |
| 10 | 290 | 5.3% |
| 9 | 282 | 5.2% |
| Other values (19) | 2360 |
| Value | Count | Frequency (%) |
| 0 | 81 | 1.5% |
| 1 | 101 | 1.9% |
| 2 | 125 | |
| 3 | 124 | |
| 4 | 108 | 2.0% |
| 5 | 109 | 2.0% |
| 6 | 139 | |
| 7 | 134 | |
| 8 | 296 | |
| 9 | 282 |
| Value | Count | Frequency (%) |
| 28 | 6 | 0.1% |
| 27 | 14 | 0.3% |
| 26 | 20 | 0.4% |
| 25 | 115 | 2.1% |
| 24 | 104 | 1.9% |
| 23 | 114 | 2.1% |
| 22 | 117 | 2.1% |
| 21 | 162 | |
| 20 | 309 | |
| 19 | 319 |
changed_credit_limit
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2326 |
|---|---|
| Distinct (%) | 42.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.260688 |
| Minimum | -6.13 |
|---|---|
| Maximum | 34.85 |
| Zeros | 103 |
| Zeros (%) | 1.9% |
| Negative | 100 |
| Negative (%) | 1.8% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | -6.13 |
|---|---|
| 5-th percentile | 0.69 |
| Q1 | 5.06 |
| median | 9.22 |
| Q3 | 14.87 |
| 95-th percentile | 24.1 |
| Maximum | 34.85 |
| Range | 40.98 |
| Interquartile range (IQR) | 9.81 |
Descriptive statistics
| Standard deviation | 7.0135965 |
|---|---|
| Coefficient of variation (CV) | 0.68354059 |
| Kurtosis | 0.024952795 |
| Mean | 10.260688 |
| Median Absolute Deviation (MAD) | 4.68 |
| Skewness | 0.63064634 |
| Sum | 55951.53 |
| Variance | 49.190536 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 103 | 1.9% |
| 10.06 | 10 | 0.2% |
| 8.37 | 9 | 0.2% |
| 5.38 | 9 | 0.2% |
| 10.3 | 9 | 0.2% |
| 11.73 | 9 | 0.2% |
| 9.92 | 9 | 0.2% |
| 11.6 | 9 | 0.2% |
| 7.2 | 9 | 0.2% |
| 10.47 | 9 | 0.2% |
| Other values (2316) | 5268 |
| Value | Count | Frequency (%) |
| -6.13 | 1 | |
| -5.93 | 1 | |
| -5.7 | 1 | |
| -5.43 | 1 | |
| -5.37 | 1 | |
| -5.23 | 1 | |
| -5.22 | 1 | |
| -5.12 | 1 | |
| -5.01 | 1 | |
| -4.75 | 1 |
| Value | Count | Frequency (%) |
| 34.85 | 1 | |
| 33.74 | 1 | |
| 33.48 | 1 | |
| 32.22 | 1 | |
| 31.66 | 1 | |
| 31.6 | 1 | |
| 31.59 | 1 | |
| 31.58 | 1 | |
| 31.43 | 1 | |
| 31.15 | 1 |
num_credit_inquiries
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.657803 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 231 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 14 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.9571592 |
|---|---|
| Coefficient of variation (CV) | 0.59436411 |
| Kurtosis | -0.64609 |
| Mean | 6.657803 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.31279308 |
| Sum | 36305 |
| Variance | 15.659109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 4 | 544 | |
| 6 | 499 | 9.2% |
| 7 | 458 | 8.4% |
| 5 | 457 | 8.4% |
| 8 | 446 | 8.2% |
| 3 | 428 | 7.8% |
| 9 | 361 | 6.6% |
| 2 | 360 | 6.6% |
| 11 | 333 | 6.1% |
| 10 | 317 | 5.8% |
| Other values (8) | 1250 |
| Value | Count | Frequency (%) |
| 0 | 231 | |
| 1 | 294 | |
| 2 | 360 | |
| 3 | 428 | |
| 4 | 544 | |
| 5 | 457 | |
| 6 | 499 | |
| 7 | 458 | |
| 8 | 446 | |
| 9 | 361 |
| Value | Count | Frequency (%) |
| 17 | 30 | 0.6% |
| 16 | 40 | 0.7% |
| 15 | 95 | 1.7% |
| 14 | 118 | 2.2% |
| 13 | 165 | 3.0% |
| 12 | 277 | |
| 11 | 333 | |
| 10 | 317 | |
| 9 | 361 | |
| 8 | 446 |
outstanding_debt
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5397 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1440.7918 |
| Minimum | 0.34 |
|---|---|
| Maximum | 4997.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 119.452 |
| Q1 | 573.52 |
| median | 1169.57 |
| Q3 | 1975.27 |
| 95-th percentile | 4097.456 |
| Maximum | 4997.1 |
| Range | 4996.76 |
| Interquartile range (IQR) | 1401.75 |
Descriptive statistics
| Standard deviation | 1166.4997 |
|---|---|
| Coefficient of variation (CV) | 0.8096241 |
| Kurtosis | 0.79627222 |
| Mean | 1440.7918 |
| Median Absolute Deviation (MAD) | 648.46 |
| Skewness | 1.1829536 |
| Sum | 7856637.5 |
| Variance | 1360721.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 557.02 | 2 | < 0.1% |
| 3628.5 | 2 | < 0.1% |
| 1148.91 | 2 | < 0.1% |
| 291.71 | 2 | < 0.1% |
| 100.3 | 2 | < 0.1% |
| 796.88 | 2 | < 0.1% |
| 656.57 | 2 | < 0.1% |
| 699.36 | 2 | < 0.1% |
| 1456.12 | 2 | < 0.1% |
| 146.68 | 2 | < 0.1% |
| Other values (5387) | 5433 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | |
| 0.54 | 1 | |
| 0.56 | 1 | |
| 0.77 | 1 | |
| 1.3 | 1 | |
| 1.42 | 1 | |
| 2.04 | 1 | |
| 3.31 | 1 | |
| 3.74 | 1 | |
| 4.82 | 1 |
| Value | Count | Frequency (%) |
| 4997.1 | 1 | |
| 4997.05 | 1 | |
| 4986.03 | 1 | |
| 4984.82 | 1 | |
| 4977.18 | 1 | |
| 4974.81 | 1 | |
| 4973.64 | 1 | |
| 4973.13 | 1 | |
| 4972.4 | 1 | |
| 4972.01 | 1 |
credit_utilization_ratio
Real number (ℝ)
UNIQUE
| Distinct | 5453 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.381255 |
| Minimum | 20.24413 |
|---|---|
| Maximum | 48.199824 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 20.24413 |
|---|---|
| 5-th percentile | 24.212463 |
| Q1 | 28.11284 |
| median | 32.454897 |
| Q3 | 36.672843 |
| 95-th percentile | 40.268494 |
| Maximum | 48.199824 |
| Range | 27.955694 |
| Interquartile range (IQR) | 8.5600031 |
Descriptive statistics
| Standard deviation | 5.1501971 |
|---|---|
| Coefficient of variation (CV) | 0.15904872 |
| Kurtosis | -0.95411908 |
| Mean | 32.381255 |
| Median Absolute Deviation (MAD) | 4.2873783 |
| Skewness | -0.0015470348 |
| Sum | 176574.98 |
| Variance | 26.52453 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.93385629 | 1 | < 0.1% |
| 28.29924023 | 1 | < 0.1% |
| 29.04432356 | 1 | < 0.1% |
| 33.70433844 | 1 | < 0.1% |
| 36.73889888 | 1 | < 0.1% |
| 35.37382318 | 1 | < 0.1% |
| 37.41455886 | 1 | < 0.1% |
| 32.57450143 | 1 | < 0.1% |
| 35.0975482 | 1 | < 0.1% |
| 26.25041788 | 1 | < 0.1% |
| Other values (5443) | 5443 |
| Value | Count | Frequency (%) |
| 20.24413035 | 1 | |
| 21.48488992 | 1 | |
| 21.49586225 | 1 | |
| 21.50221669 | 1 | |
| 21.55996832 | 1 | |
| 21.65476613 | 1 | |
| 21.66666958 | 1 | |
| 21.79611192 | 1 | |
| 21.8048219 | 1 | |
| 21.82315121 | 1 |
| Value | Count | Frequency (%) |
| 48.19982398 | 1 | |
| 47.17844594 | 1 | |
| 46.36094466 | 1 | |
| 46.2306829 | 1 | |
| 46.10143312 | 1 | |
| 45.9246553 | 1 | |
| 45.2558067 | 1 | |
| 45.10923491 | 1 | |
| 45.04290531 | 1 | |
| 44.96449393 | 1 |
credit_history_age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.079406 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 20 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 12 |
| median | 18 |
| Q3 | 25 |
| 95-th percentile | 32 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.3521694 |
|---|---|
| Coefficient of variation (CV) | 0.46197145 |
| Kurtosis | -0.90687676 |
| Mean | 18.079406 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.037364366 |
| Sum | 98587 |
| Variance | 69.758734 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 18 | 300 | 5.5% |
| 16 | 288 | 5.3% |
| 17 | 261 | 4.8% |
| 19 | 256 | 4.7% |
| 20 | 227 | 4.2% |
| 13 | 213 | 3.9% |
| 29 | 188 | 3.4% |
| 30 | 176 | 3.2% |
| 11 | 176 | 3.2% |
| 8 | 172 | 3.2% |
| Other values (24) | 3196 |
| Value | Count | Frequency (%) |
| 0 | 20 | 0.4% |
| 1 | 55 | 1.0% |
| 2 | 73 | |
| 3 | 54 | 1.0% |
| 4 | 48 | 0.9% |
| 5 | 93 | |
| 6 | 170 | |
| 7 | 157 | |
| 8 | 172 | |
| 9 | 167 |
| Value | Count | Frequency (%) |
| 33 | 113 | |
| 32 | 163 | |
| 31 | 149 | |
| 30 | 176 | |
| 29 | 188 | |
| 28 | 162 | |
| 27 | 151 | |
| 26 | 170 | |
| 25 | 147 | |
| 24 | 165 |
payment_of_min_amount
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.9 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 3277 | |
| False | 2176 |
total_emi_per_month
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 4866 |
|---|---|
| Distinct (%) | 89.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 117.87095 |
| Minimum | 0 |
|---|---|
| Maximum | 5600 |
| Zeros | 588 |
| Zeros (%) | 10.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 30.050423 |
| median | 68.072981 |
| Q3 | 151.28725 |
| 95-th percentile | 357.27615 |
| Maximum | 5600 |
| Range | 5600 |
| Interquartile range (IQR) | 121.23683 |
Descriptive statistics
| Standard deviation | 193.39958 |
|---|---|
| Coefficient of variation (CV) | 1.6407739 |
| Kurtosis | 250.11268 |
| Mean | 117.87095 |
| Median Absolute Deviation (MAD) | 48.691099 |
| Skewness | 11.615848 |
| Sum | 642750.31 |
| Variance | 37403.397 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 588 | 10.8% |
| 18.81621457 | 1 | < 0.1% |
| 1320.790134 | 1 | < 0.1% |
| 34.55106016 | 1 | < 0.1% |
| 35.64449133 | 1 | < 0.1% |
| 37.95382531 | 1 | < 0.1% |
| 49.18230395 | 1 | < 0.1% |
| 155.8799843 | 1 | < 0.1% |
| 53.65909569 | 1 | < 0.1% |
| 116.8332019 | 1 | < 0.1% |
| Other values (4856) | 4856 |
| Value | Count | Frequency (%) |
| 0 | 588 | |
| 4.713183572 | 1 | < 0.1% |
| 4.865689677 | 1 | < 0.1% |
| 4.916138542 | 1 | < 0.1% |
| 5.138484696 | 1 | < 0.1% |
| 5.218466359 | 1 | < 0.1% |
| 5.262291048 | 1 | < 0.1% |
| 5.463308978 | 1 | < 0.1% |
| 5.629824417 | 1 | < 0.1% |
| 5.711416879 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5600 | 1 | |
| 5041 | 1 | |
| 3871 | 1 | |
| 3494 | 1 | |
| 2591 | 1 | |
| 1775 | 1 | |
| 1701.955013 | 1 | |
| 1634.213281 | 1 | |
| 1614.855968 | 1 | |
| 1511.691963 | 1 |
amount_invested_monthly
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5442 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 195.74381 |
| Minimum | 0 |
|---|---|
| Maximum | 1977.3261 |
| Zeros | 12 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30.903501 |
| Q1 | 71.620326 |
| median | 128.69163 |
| Q3 | 235.85957 |
| 95-th percentile | 614.7951 |
| Maximum | 1977.3261 |
| Range | 1977.3261 |
| Interquartile range (IQR) | 164.23924 |
Descriptive statistics
| Standard deviation | 201.45539 |
|---|---|
| Coefficient of variation (CV) | 1.0291788 |
| Kurtosis | 8.8295422 |
| Mean | 195.74381 |
| Median Absolute Deviation (MAD) | 68.238474 |
| Skewness | 2.5658002 |
| Sum | 1067391 |
| Variance | 40584.275 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 12 | 0.2% |
| 40.24777032 | 1 | < 0.1% |
| 109.2575305 | 1 | < 0.1% |
| 299.2987505 | 1 | < 0.1% |
| 22.71440807 | 1 | < 0.1% |
| 774.4937886 | 1 | < 0.1% |
| 83.45669326 | 1 | < 0.1% |
| 432.0003782 | 1 | < 0.1% |
| 191.7249272 | 1 | < 0.1% |
| 24.68305746 | 1 | < 0.1% |
| Other values (5432) | 5432 |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 10.35874106 | 1 | < 0.1% |
| 10.61290788 | 1 | < 0.1% |
| 10.79480579 | 1 | < 0.1% |
| 10.92018009 | 1 | < 0.1% |
| 10.92486948 | 1 | < 0.1% |
| 11.1226776 | 1 | < 0.1% |
| 11.12510578 | 1 | < 0.1% |
| 11.19000242 | 1 | < 0.1% |
| 11.21879731 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1977.326102 | 1 | |
| 1648.115331 | 1 | |
| 1599.935636 | 1 | |
| 1563.512893 | 1 | |
| 1523.290981 | 1 | |
| 1511.712436 | 1 | |
| 1410.679391 | 1 | |
| 1393.686271 | 1 | |
| 1388.950403 | 1 | |
| 1386.03197 | 1 |
payment_behaviour
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.2 KiB |
| Low_spent_Small_value_payments | |
|---|---|
| High_spent_Medium_value_payments | |
| High_spent_Large_value_payments | |
| Low_spent_Medium_value_payments | |
| High_spent_Small_value_payments |
Length
| Max length | 32 |
|---|---|
| Median length | 31 |
| Mean length | 30.794792 |
| Min length | 30 |
Characters and Unicode
| Total characters | 167924 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low_spent_Small_value_payments |
|---|---|
| 2nd row | Low_spent_Medium_value_payments |
| 3rd row | High_spent_Medium_value_payments |
| 4th row | High_spent_Large_value_payments |
| 5th row | Low_spent_Small_value_payments |
Common Values
| Value | Count | Frequency (%) |
| Low_spent_Small_value_payments | 1487 | |
| High_spent_Medium_value_payments | 1027 | |
| High_spent_Large_value_payments | 805 | |
| Low_spent_Medium_value_payments | 801 | |
| High_spent_Small_value_payments | 674 | |
| Low_spent_Large_value_payments | 659 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| low_spent_small_value_payments | 1487 | |
| high_spent_medium_value_payments | 1027 | |
| high_spent_large_value_payments | 805 | |
| low_spent_medium_value_payments | 801 | |
| high_spent_small_value_payments | 674 | |
| low_spent_large_value_payments | 659 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 21812 | |
| e | 19651 | |
| a | 14531 | 8.7% |
| s | 10906 | 6.5% |
| p | 10906 | 6.5% |
| n | 10906 | 6.5% |
| t | 10906 | 6.5% |
| l | 9775 | 5.8% |
| m | 9442 | 5.6% |
| u | 7281 | 4.3% |
| Other values (13) | 41808 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 135206 | |
| Connector Punctuation | 21812 | 13.0% |
| Uppercase Letter | 10906 | 6.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 19651 | |
| a | 14531 | |
| s | 10906 | |
| p | 10906 | |
| n | 10906 | |
| t | 10906 | |
| l | 9775 | 7.2% |
| m | 9442 | 7.0% |
| u | 7281 | 5.4% |
| y | 5453 | 4.0% |
| Other values (8) | 25449 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 4411 | |
| H | 2506 | |
| S | 2161 | |
| M | 1828 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 21812 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 146112 | |
| Common | 21812 | 13.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 19651 | |
| a | 14531 | 9.9% |
| s | 10906 | 7.5% |
| p | 10906 | 7.5% |
| n | 10906 | 7.5% |
| t | 10906 | 7.5% |
| l | 9775 | 6.7% |
| m | 9442 | 6.5% |
| u | 7281 | 5.0% |
| y | 5453 | 3.7% |
| Other values (12) | 36355 |
Common
| Value | Count | Frequency (%) |
| _ | 21812 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 167924 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 21812 | |
| e | 19651 | |
| a | 14531 | 8.7% |
| s | 10906 | 6.5% |
| p | 10906 | 6.5% |
| n | 10906 | 6.5% |
| t | 10906 | 6.5% |
| l | 9775 | 5.8% |
| m | 9442 | 5.6% |
| u | 7281 | 4.3% |
| Other values (13) | 41808 |
monthly_balance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 5282 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 389.70184 |
| Minimum | 0 |
|---|---|
| Maximum | 1463.7923 |
| Zeros | 172 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 115.04303 |
| Q1 | 264.32493 |
| median | 331.78825 |
| Q3 | 462.73499 |
| 95-th percentile | 849.96465 |
| Maximum | 1463.7923 |
| Range | 1463.7923 |
| Interquartile range (IQR) | 198.41006 |
Descriptive statistics
| Standard deviation | 219.07373 |
|---|---|
| Coefficient of variation (CV) | 0.5621573 |
| Kurtosis | 2.3642132 |
| Mean | 389.70184 |
| Median Absolute Deviation (MAD) | 85.738337 |
| Skewness | 1.3195807 |
| Sum | 2125044.1 |
| Variance | 47993.301 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 172 | 3.2% |
| 356.0781086 | 1 | < 0.1% |
| 315.3036256 | 1 | < 0.1% |
| 345.4126512 | 1 | < 0.1% |
| 301.3890767 | 1 | < 0.1% |
| 250.6413244 | 1 | < 0.1% |
| 352.2750567 | 1 | < 0.1% |
| 388.367812 | 1 | < 0.1% |
| 245.75404 | 1 | < 0.1% |
| 1146.00264 | 1 | < 0.1% |
| Other values (5272) | 5272 |
| Value | Count | Frequency (%) |
| 0 | 172 | |
| 1.77998453 | 1 | < 0.1% |
| 3.998674636 | 1 | < 0.1% |
| 6.241509617 | 1 | < 0.1% |
| 10.8846174 | 1 | < 0.1% |
| 11.08555403 | 1 | < 0.1% |
| 13.76047691 | 1 | < 0.1% |
| 16.78759108 | 1 | < 0.1% |
| 27.04311899 | 1 | < 0.1% |
| 28.61939774 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1463.792328 | 1 | |
| 1460.917186 | 1 | |
| 1434.128246 | 1 | |
| 1400.426351 | 1 | |
| 1390.737797 | 1 | |
| 1383.981512 | 1 | |
| 1349.405313 | 1 | |
| 1317.772935 | 1 | |
| 1303.750446 | 1 | |
| 1298.487327 | 1 |
credit_score
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5453 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3864 | |
| 1 | 1589 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3864 | |
| 1 | 1589 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3864 | |
| 1 | 1589 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5453 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3864 | |
| 1 | 1589 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5453 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3864 | |
| 1 | 1589 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5453 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3864 | |
| 1 | 1589 |
segmento_edad
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.1 KiB |
| adulto | |
|---|---|
| adulto joven | |
| menor de edad | 294 |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 8.4349899 |
| Min length | 6 |
Characters and Unicode
| Total characters | 45996 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | adulto joven |
|---|---|
| 2nd row | adulto |
| 3rd row | adulto |
| 4th row | adulto joven |
| 5th row | adulto |
Common Values
| Value | Count | Frequency (%) |
| adulto | 3289 | |
| adulto joven | 1870 | |
| menor de edad | 294 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| adulto | 5159 | |
| joven | 1870 | 23.6% |
| menor | 294 | 3.7% |
| de | 294 | 3.7% |
| edad | 294 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 7323 | |
| d | 6041 | |
| a | 5453 | |
| u | 5159 | |
| l | 5159 | |
| t | 5159 | |
| e | 2752 | 6.0% |
| 2458 | 5.3% | |
| n | 2164 | 4.7% |
| j | 1870 | 4.1% |
| Other values (3) | 2458 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 43538 | |
| Space Separator | 2458 | 5.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 7323 | |
| d | 6041 | |
| a | 5453 | |
| u | 5159 | |
| l | 5159 | |
| t | 5159 | |
| e | 2752 | 6.3% |
| n | 2164 | 5.0% |
| j | 1870 | 4.3% |
| v | 1870 | 4.3% |
| Other values (2) | 588 | 1.4% |
Space Separator
| Value | Count | Frequency (%) |
| 2458 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43538 | |
| Common | 2458 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 7323 | |
| d | 6041 | |
| a | 5453 | |
| u | 5159 | |
| l | 5159 | |
| t | 5159 | |
| e | 2752 | 6.3% |
| n | 2164 | 5.0% |
| j | 1870 | 4.3% |
| v | 1870 | 4.3% |
| Other values (2) | 588 | 1.4% |
Common
| Value | Count | Frequency (%) |
| 2458 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 7323 | |
| d | 6041 | |
| a | 5453 | |
| u | 5159 | |
| l | 5159 | |
| t | 5159 | |
| e | 2752 | 6.0% |
| 2458 | 5.3% | |
| n | 2164 | 4.7% |
| j | 1870 | 4.1% |
| Other values (3) | 2458 | 5.3% |
prop_deuda_sueldo_anual
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 5453 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.062026046 |
| Minimum | 1.6522987 × 10-6 |
|---|---|
| Maximum | 0.64321679 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 1.6522987 × 10-6 |
|---|---|
| 5-th percentile | 0.0016916393 |
| Q1 | 0.0092380612 |
| median | 0.028543811 |
| Q3 | 0.072750089 |
| 95-th percentile | 0.2490195 |
| Maximum | 0.64321679 |
| Range | 0.64321514 |
| Interquartile range (IQR) | 0.063512028 |
Descriptive statistics
| Standard deviation | 0.089323415 |
|---|---|
| Coefficient of variation (CV) | 1.4400953 |
| Kurtosis | 9.2904037 |
| Mean | 0.062026046 |
| Median Absolute Deviation (MAD) | 0.022648059 |
| Skewness | 2.770602 |
| Sum | 338.22803 |
| Variance | 0.0079786725 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.01736205171 | 1 | < 0.1% |
| 0.004127839696 | 1 | < 0.1% |
| 0.05209461579 | 1 | < 0.1% |
| 0.05044906715 | 1 | < 0.1% |
| 0.001012577799 | 1 | < 0.1% |
| 0.1057032124 | 1 | < 0.1% |
| 0.01423405761 | 1 | < 0.1% |
| 0.0850335781 | 1 | < 0.1% |
| 0.377907966 | 1 | < 0.1% |
| 0.1031726782 | 1 | < 0.1% |
| Other values (5443) | 5443 |
| Value | Count | Frequency (%) |
| 1.652298652 × 10-6 | 1 | |
| 3.604706779 × 10-6 | 1 | |
| 3.967860794 × 10-6 | 1 | |
| 4.16789002 × 10-6 | 1 | |
| 6.504125474 × 10-6 | 1 | |
| 6.686264248 × 10-6 | 1 | |
| 7.206332708 × 10-6 | 1 | |
| 7.219662666 × 10-6 | 1 | |
| 1.063963804 × 10-5 | 1 | |
| 1.262096633 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.6432167922 | 1 | |
| 0.6351466505 | 1 | |
| 0.6259347356 | 1 | |
| 0.6115905015 | 1 | |
| 0.6074824861 | 1 | |
| 0.6051222513 | 1 | |
| 0.6051065339 | 1 | |
| 0.603153352 | 1 | |
| 0.5994384849 | 1 | |
| 0.5945151143 | 1 |
prop_emi_sueldo
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 4866 |
|---|---|
| Distinct (%) | 89.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.031985851 |
| Minimum | 0 |
|---|---|
| Maximum | 0.61194542 |
| Zeros | 588 |
| Zeros (%) | 10.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.012670485 |
| median | 0.025184789 |
| Q3 | 0.042355816 |
| 95-th percentile | 0.084339114 |
| Maximum | 0.61194542 |
| Range | 0.61194542 |
| Interquartile range (IQR) | 0.029685331 |
Descriptive statistics
| Standard deviation | 0.031721013 |
|---|---|
| Coefficient of variation (CV) | 0.99172014 |
| Kurtosis | 45.258996 |
| Mean | 0.031985851 |
| Median Absolute Deviation (MAD) | 0.014679345 |
| Skewness | 4.1503938 |
| Sum | 174.41885 |
| Variance | 0.0010062227 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 588 | 10.8% |
| 0.0061936462 | 1 | < 0.1% |
| 0.1481872127 | 1 | < 0.1% |
| 0.005164702644 | 1 | < 0.1% |
| 0.02148511273 | 1 | < 0.1% |
| 0.09699635581 | 1 | < 0.1% |
| 0.02942455139 | 1 | < 0.1% |
| 0.01645395356 | 1 | < 0.1% |
| 0.04849827319 | 1 | < 0.1% |
| 0.02467472139 | 1 | < 0.1% |
| Other values (4856) | 4856 |
| Value | Count | Frequency (%) |
| 0 | 588 | |
| 0.004194888275 | 1 | < 0.1% |
| 0.004250725455 | 1 | < 0.1% |
| 0.004642771216 | 1 | < 0.1% |
| 0.004693256261 | 1 | < 0.1% |
| 0.004732171077 | 1 | < 0.1% |
| 0.004752923878 | 1 | < 0.1% |
| 0.004756042256 | 1 | < 0.1% |
| 0.00481709127 | 1 | < 0.1% |
| 0.004868627082 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.6119454245 | 1 | |
| 0.5143205785 | 1 | |
| 0.4534369031 | 1 | |
| 0.4503357414 | 1 | |
| 0.3080368979 | 1 | |
| 0.1983121228 | 1 | |
| 0.1941283062 | 1 | |
| 0.1940687388 | 1 | |
| 0.1930654684 | 1 | |
| 0.1905746093 | 1 |
| age | annual_income | monthly_inhand_salary | num_bank_accounts | num_credit_card | interest_rate | num_of_loan | delay_from_due_date | num_of_delayed_payment | changed_credit_limit | num_credit_inquiries | outstanding_debt | credit_utilization_ratio | credit_history_age | total_emi_per_month | amount_invested_monthly | monthly_balance | prop_deuda_sueldo_anual | prop_emi_sueldo | occupation | payment_of_min_amount | payment_behaviour | credit_score | segmento_edad | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.088 | 0.083 | -0.171 | -0.140 | -0.199 | -0.187 | -0.151 | -0.163 | -0.129 | -0.219 | -0.190 | 0.019 | 0.212 | -0.067 | 0.057 | 0.106 | -0.168 | -0.154 | 0.021 | 0.342 | 0.009 | 0.120 | 0.891 |
| annual_income | 0.088 | 1.000 | 0.975 | -0.279 | -0.223 | -0.294 | -0.258 | -0.248 | -0.259 | -0.151 | -0.285 | -0.293 | 0.147 | 0.289 | 0.470 | 0.638 | 0.539 | -0.746 | -0.224 | 0.009 | 0.000 | 0.027 | 0.020 | 0.013 |
| monthly_inhand_salary | 0.083 | 0.975 | 1.000 | -0.275 | -0.218 | -0.291 | -0.256 | -0.246 | -0.259 | -0.149 | -0.281 | -0.292 | 0.151 | 0.286 | 0.472 | 0.651 | 0.554 | -0.722 | -0.242 | 0.014 | 0.335 | 0.200 | 0.173 | 0.049 |
| num_bank_accounts | -0.171 | -0.279 | -0.275 | 1.000 | 0.435 | 0.589 | 0.456 | 0.563 | 0.582 | 0.297 | 0.495 | 0.511 | -0.070 | -0.492 | 0.107 | -0.199 | -0.295 | 0.476 | 0.381 | 0.000 | 0.614 | 0.045 | 0.289 | 0.108 |
| num_credit_card | -0.140 | -0.223 | -0.218 | 0.435 | 1.000 | 0.467 | 0.390 | 0.446 | 0.399 | 0.201 | 0.433 | 0.459 | -0.053 | -0.408 | 0.113 | -0.139 | -0.263 | 0.415 | 0.333 | 0.008 | 0.444 | 0.034 | 0.301 | 0.080 |
| interest_rate | -0.199 | -0.294 | -0.291 | 0.589 | 0.467 | 1.000 | 0.529 | 0.571 | 0.583 | 0.325 | 0.613 | 0.608 | -0.074 | -0.578 | 0.145 | -0.204 | -0.335 | 0.551 | 0.441 | 0.031 | 0.022 | 0.000 | 0.000 | 0.000 |
| num_of_loan | -0.187 | -0.258 | -0.256 | 0.456 | 0.390 | 0.529 | 1.000 | 0.450 | 0.455 | 0.297 | 0.539 | 0.568 | -0.088 | -0.605 | 0.551 | -0.179 | -0.474 | 0.505 | 0.850 | 0.000 | 0.567 | 0.044 | 0.282 | 0.125 |
| delay_from_due_date | -0.151 | -0.248 | -0.246 | 0.563 | 0.446 | 0.571 | 0.450 | 1.000 | 0.551 | 0.251 | 0.496 | 0.524 | -0.054 | -0.482 | 0.125 | -0.177 | -0.279 | 0.470 | 0.373 | 0.000 | 0.531 | 0.037 | 0.327 | 0.080 |
| num_of_delayed_payment | -0.163 | -0.259 | -0.259 | 0.582 | 0.399 | 0.583 | 0.455 | 0.551 | 1.000 | 0.272 | 0.487 | 0.493 | -0.073 | -0.482 | 0.128 | -0.177 | -0.296 | 0.458 | 0.381 | 0.000 | 0.599 | 0.040 | 0.226 | 0.096 |
| changed_credit_limit | -0.129 | -0.151 | -0.149 | 0.297 | 0.201 | 0.325 | 0.297 | 0.251 | 0.272 | 1.000 | 0.339 | 0.313 | -0.020 | -0.367 | 0.088 | -0.112 | -0.170 | 0.280 | 0.246 | 0.000 | 0.500 | 0.017 | 0.046 | 0.083 |
| num_credit_inquiries | -0.219 | -0.285 | -0.281 | 0.495 | 0.433 | 0.613 | 0.539 | 0.496 | 0.487 | 0.339 | 1.000 | 0.587 | -0.073 | -0.610 | 0.159 | -0.184 | -0.337 | 0.536 | 0.454 | 0.000 | 0.632 | 0.040 | 0.315 | 0.140 |
| outstanding_debt | -0.190 | -0.293 | -0.292 | 0.511 | 0.459 | 0.608 | 0.568 | 0.524 | 0.493 | 0.313 | 0.587 | 1.000 | -0.058 | -0.604 | 0.162 | -0.195 | -0.346 | 0.826 | 0.471 | 0.000 | 0.570 | 0.060 | 0.411 | 0.123 |
| credit_utilization_ratio | 0.019 | 0.147 | 0.151 | -0.070 | -0.053 | -0.074 | -0.088 | -0.054 | -0.073 | -0.020 | -0.073 | -0.058 | 1.000 | 0.072 | 0.026 | 0.037 | 0.175 | -0.118 | -0.073 | 0.000 | 0.109 | 0.078 | 0.039 | 0.010 |
| credit_history_age | 0.212 | 0.289 | 0.286 | -0.492 | -0.408 | -0.578 | -0.605 | -0.482 | -0.482 | -0.367 | -0.610 | -0.604 | 0.072 | 1.000 | -0.199 | 0.189 | 0.360 | -0.543 | -0.510 | 0.000 | 0.619 | 0.053 | 0.290 | 0.135 |
| total_emi_per_month | -0.067 | 0.470 | 0.472 | 0.107 | 0.113 | 0.145 | 0.551 | 0.125 | 0.128 | 0.088 | 0.159 | 0.162 | 0.026 | -0.199 | 1.000 | 0.305 | 0.000 | -0.153 | 0.669 | 0.019 | 0.054 | 0.034 | 0.068 | 0.000 |
| amount_invested_monthly | 0.057 | 0.638 | 0.651 | -0.199 | -0.139 | -0.204 | -0.179 | -0.177 | -0.177 | -0.112 | -0.184 | -0.195 | 0.037 | 0.189 | 0.305 | 1.000 | -0.028 | -0.476 | -0.169 | 0.014 | 0.195 | 0.152 | 0.094 | 0.014 |
| monthly_balance | 0.106 | 0.539 | 0.554 | -0.295 | -0.263 | -0.335 | -0.474 | -0.279 | -0.296 | -0.170 | -0.337 | -0.346 | 0.175 | 0.360 | 0.000 | -0.028 | 1.000 | -0.515 | -0.436 | 0.020 | 0.342 | 0.267 | 0.164 | 0.052 |
| prop_deuda_sueldo_anual | -0.168 | -0.746 | -0.722 | 0.476 | 0.415 | 0.551 | 0.505 | 0.470 | 0.458 | 0.280 | 0.536 | 0.826 | -0.118 | -0.543 | -0.153 | -0.476 | -0.515 | 1.000 | 0.424 | 0.013 | 0.427 | 0.119 | 0.262 | 0.072 |
| prop_emi_sueldo | -0.154 | -0.224 | -0.242 | 0.381 | 0.333 | 0.441 | 0.850 | 0.373 | 0.381 | 0.246 | 0.454 | 0.471 | -0.073 | -0.510 | 0.669 | -0.169 | -0.436 | 0.424 | 1.000 | 0.000 | 0.176 | 0.028 | 0.081 | 0.024 |
| occupation | 0.021 | 0.009 | 0.014 | 0.000 | 0.008 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.014 | 0.020 | 0.013 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| payment_of_min_amount | 0.342 | 0.000 | 0.335 | 0.614 | 0.444 | 0.022 | 0.567 | 0.531 | 0.599 | 0.500 | 0.632 | 0.570 | 0.109 | 0.619 | 0.054 | 0.195 | 0.342 | 0.427 | 0.176 | 0.000 | 1.000 | 0.102 | 0.243 | 0.218 |
| payment_behaviour | 0.009 | 0.027 | 0.200 | 0.045 | 0.034 | 0.000 | 0.044 | 0.037 | 0.040 | 0.017 | 0.040 | 0.060 | 0.078 | 0.053 | 0.034 | 0.152 | 0.267 | 0.119 | 0.028 | 0.000 | 0.102 | 1.000 | 0.135 | 0.020 |
| credit_score | 0.120 | 0.020 | 0.173 | 0.289 | 0.301 | 0.000 | 0.282 | 0.327 | 0.226 | 0.046 | 0.315 | 0.411 | 0.039 | 0.290 | 0.068 | 0.094 | 0.164 | 0.262 | 0.081 | 0.000 | 0.243 | 0.135 | 1.000 | 0.073 |
| segmento_edad | 0.891 | 0.013 | 0.049 | 0.108 | 0.080 | 0.000 | 0.125 | 0.080 | 0.096 | 0.083 | 0.140 | 0.123 | 0.010 | 0.135 | 0.000 | 0.014 | 0.052 | 0.072 | 0.024 | 0.000 | 0.218 | 0.020 | 0.073 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| customer_id | age | occupation | annual_income | monthly_inhand_salary | num_bank_accounts | num_credit_card | interest_rate | num_of_loan | delay_from_due_date | num_of_delayed_payment | changed_credit_limit | num_credit_inquiries | outstanding_debt | credit_utilization_ratio | credit_history_age | payment_of_min_amount | total_emi_per_month | amount_invested_monthly | payment_behaviour | monthly_balance | credit_score | segmento_edad | prop_deuda_sueldo_anual | prop_emi_sueldo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | CUS_0x21b1 | 28.0 | Teacher | 34847.84 | 3037.986667 | 2 | 4 | 6 | 1.0 | 3 | 4.0 | 5.42 | 2.0 | 605.03 | 32.933856 | 27.0 | No | 18.816215 | 218.904344 | Low_spent_Small_value_payments | 356.078109 | 0 | adulto joven | 0.017362 | 0.006194 |
| 6 | CUS_0x284a | 34.0 | Lawyer | 131313.40 | 10469.207759 | 0 | 1 | 8 | 2.0 | 0 | 2.0 | 9.34 | 4.0 | 352.16 | 29.187913 | 31.0 | No | 911.220179 | 870.522382 | Low_spent_Medium_value_payments | 396.111346 | 0 | adulto | 0.002682 | 0.087038 |
| 7 | CUS_0x5407 | 30.0 | Media_Manager | 34081.38 | 2611.115000 | 8 | 7 | 15 | 3.0 | 30 | 14.0 | 17.13 | 9.0 | 1704.18 | 33.823488 | 15.0 | Yes | 70.478333 | 29.326364 | High_spent_Medium_value_payments | 411.306804 | 1 | adulto | 0.050003 | 0.026992 |
| 8 | CUS_0x4157 | 24.0 | Doctor | 114838.41 | 9843.867500 | 2 | 5 | 7 | 3.0 | 11 | 11.0 | 8.24 | 8.0 | 1377.74 | 27.813354 | 21.0 | No | 226.892792 | 254.571767 | High_spent_Large_value_payments | 742.922191 | 0 | adulto joven | 0.011997 | 0.023049 |
| 12 | CUS_0x3e45 | 36.0 | Entrepreneur | 54392.16 | 4766.680000 | 6 | 4 | 14 | 3.0 | 10 | 8.0 | 5.54 | 7.0 | 179.22 | 32.878805 | 27.0 | Yes | 124.392082 | 495.117898 | Low_spent_Small_value_payments | 147.158020 | 0 | adulto | 0.003295 | 0.026096 |
| 14 | CUS_0xff4 | 37.0 | Entrepreneur | 25546.26 | 2415.855000 | 8 | 7 | 14 | 5.0 | 15 | 13.0 | 7.83 | 5.0 | 758.44 | 39.333488 | 18.0 | Yes | 101.328637 | 189.815861 | Low_spent_Medium_value_payments | 230.441001 | 0 | adulto | 0.029689 | 0.041943 |
| 15 | CUS_0x33d2 | 31.0 | Scientist | 31993.78 | 2942.148333 | 6 | 6 | 7 | 2.0 | 8 | 16.0 | 6.28 | 1.0 | 818.22 | 36.012794 | 17.0 | Yes | 45.141298 | 97.588203 | Low_spent_Large_value_payments | 421.485332 | 0 | adulto | 0.025574 | 0.015343 |
| 16 | CUS_0x6070 | 20.0 | Accountant | 92047.08 | 7591.590000 | 6 | 7 | 16 | 0.0 | 16 | 11.0 | 9.13 | 4.0 | 1296.64 | 27.727647 | 29.0 | Yes | 0.000000 | 268.084603 | Low_spent_Large_value_payments | 761.074397 | 1 | adulto joven | 0.014087 | 0.000000 |
| 17 | CUS_0xfdb | 46.0 | Teacher | 32284.62 | 2898.385000 | 6 | 7 | 17 | 6.0 | 13 | 12.0 | 2.22 | 10.0 | 1283.37 | 27.930124 | 7.0 | Yes | 103.037560 | 359.771832 | Low_spent_Small_value_payments | 117.029107 | 0 | adulto | 0.039752 | 0.035550 |
| 18 | CUS_0x3553 | 26.0 | Musician | 97791.42 | 7449.469347 | 6 | 6 | 12 | 0.0 | 18 | 8.0 | 17.92 | 1.0 | 107.41 | 33.894443 | 27.0 | Yes | 629.815653 | 110.318204 | High_spent_Medium_value_payments | 947.610296 | 0 | adulto joven | 0.001098 | 0.084545 |
| customer_id | age | occupation | annual_income | monthly_inhand_salary | num_bank_accounts | num_credit_card | interest_rate | num_of_loan | delay_from_due_date | num_of_delayed_payment | changed_credit_limit | num_credit_inquiries | outstanding_debt | credit_utilization_ratio | credit_history_age | payment_of_min_amount | total_emi_per_month | amount_invested_monthly | payment_behaviour | monthly_balance | credit_score | segmento_edad | prop_deuda_sueldo_anual | prop_emi_sueldo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12478 | CUS_0x2c0a | 45.0 | Doctor | 32625.59 | 2922.799167 | 0 | 5 | 8 | 4.0 | 7 | 10.0 | 7.55 | 8.0 | 177.90 | 36.543402 | 29.0 | No | 73.125008 | 123.766491 | High_spent_Medium_value_payments | 0.0 | 0 | adulto | 0.005453 | 0.025019 |
| 12483 | CUS_0x1d18 | 44.0 | Musician | 33702.74 | 2998.561667 | 7 | 3 | 19 | 2.0 | 6 | 7.0 | 10.70 | 5.0 | 636.96 | 23.752053 | 24.0 | Yes | 37.993229 | 246.334242 | Low_spent_Small_value_payments | 0.0 | 0 | adulto | 0.018899 | 0.012670 |
| 12485 | CUS_0x47fa | 31.0 | Mechanic | 64511.34 | 5440.945000 | 7 | 3 | 15 | 0.0 | 7 | 8.0 | 18.57 | 2.0 | 330.60 | 35.251416 | 23.0 | Yes | 0.000000 | 535.193284 | Low_spent_Small_value_payments | 0.0 | 0 | adulto | 0.005125 | 0.000000 |
| 12486 | CUS_0x89aa | 39.0 | Manager | 85744.12 | 7125.343333 | 6 | 7 | 11 | 2.0 | 29 | 18.0 | 18.08 | 5.0 | 717.79 | 40.554978 | 15.0 | Yes | 72.099176 | 537.048216 | Low_spent_Large_value_payments | 0.0 | 0 | adulto | 0.008371 | 0.010119 |
| 12488 | CUS_0xa053 | 39.0 | Writer | 87695.34 | 7337.945000 | 2 | 7 | 7 | 0.0 | 5 | 10.0 | 6.52 | 6.0 | 361.68 | 40.022806 | 19.0 | No | 0.000000 | 143.001795 | High_spent_Large_value_payments | 0.0 | 0 | adulto | 0.004124 | 0.000000 |
| 12490 | CUS_0x2654 | 38.0 | Media_Manager | 139664.96 | 11777.746667 | 3 | 6 | 12 | 4.0 | 14 | 12.0 | 12.39 | 9.0 | 365.66 | 29.735401 | 30.0 | Yes | 423.731016 | 1104.416249 | Low_spent_Large_value_payments | 0.0 | 0 | adulto | 0.002618 | 0.035977 |
| 12491 | CUS_0xb11c | 38.0 | _______ | 15319.65 | 1460.637500 | 6 | 7 | 15 | 4.0 | 54 | 16.0 | 17.13 | 6.0 | 1453.61 | 34.557510 | 11.0 | Yes | 28.182033 | 191.877779 | Low_spent_Small_value_payments | 0.0 | 1 | adulto | 0.094885 | 0.019294 |
| 12494 | CUS_0x2084 | 21.0 | Architect | 38321.39 | 3106.647859 | 4 | 4 | 3 | 4.0 | 6 | 7.0 | 1.59 | 6.0 | 678.57 | 28.951691 | 17.0 | No | 362.072453 | 259.135635 | Low_spent_Medium_value_payments | 0.0 | 0 | adulto joven | 0.017707 | 0.116548 |
| 12497 | CUS_0xaf61 | 50.0 | Writer | 37188.10 | 3097.008333 | 1 | 4 | 5 | 3.0 | 7 | 9.0 | 5.38 | 3.0 | 620.64 | 39.300980 | 30.0 | No | 84.205949 | 42.935566 | High_spent_Medium_value_payments | 0.0 | 0 | adulto | 0.016689 | 0.027189 |
| 12498 | CUS_0x8600 | 29.0 | Architect | 20002.88 | 1929.906667 | 10 | 8 | 29 | 5.0 | 33 | 25.0 | 18.31 | 9.0 | 3571.70 | 37.140784 | 6.0 | Yes | 60.964772 | 34.662906 | High_spent_Large_value_payments | 0.0 | 0 | adulto joven | 0.178559 | 0.031589 |